In most included studies, AI tool use is preceded by a preparatory phase, but its configuration varies between technology-first and content-first approaches¶
Claim · All claims
Evidence · 1 study · reviewr2·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? In eight of eleven studies, use of AI tools is preceded by a preparatory phase; in six it focuses on AI concepts and tool functioning, while two prioritize mathematical content and didactic knowledge. → Pinto F 2026
Evidence¶
Pinto F 2026¶
Pinto F, Rodrigues RN, Brito-Costa S, Costa C, Gonçalves S, Pires NA and Martins F (2026) Artificial intelligence in initial teacher training for pre-service primary school teachers in mathematics: a systematic review. Front. Educ. 11:1934366. https://doi.org/10.3389/feduc.2026.1934366
q2 · i? · review · r2
Review synthesis for research question 2 on training structure. The review reports that preparation "does not follow a uniform configuration": six studies focus on AI concepts and tool functioning, while Burgos and Tizón-Escamilla (2026) and Lee et al. (2025) prioritize mathematical content and didactic knowledge.
"In eight of the eleven studies, the use of AI tools is preceded by a preparatory phase"
Discussion¶
Related Claims¶
- In an eight-week teacher workshop, the AI technology creation process was iterative and non-linear, with Understand AI and Reflect on Ethical Application phases surrounding the design cycle — related
- The LAD did not support the preparatory phase because most participants did not use the actionable feedback despite perceiving it as potentially useful
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
preparatory-phase-precedes-ai-use-variable-configuration |
title |
In most included studies, AI tool use is preceded by a preparatory phase, but its configuration varies between technology-first and content-first approaches |
description |
In most included studies, AI tool use is preceded by a preparatory phase, but its configuration varies between technology-first and content-first approaches |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — pinto-f-2026 |
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